reinforcement learning

A Two-Timescale Primal-Dual Framework for Reinforcement Learning via Online Dual Variable Guidance JMLR 2026 Audio-Thinker: Guiding Large Audio Language Model When and How to Think via Reinforcement Learning AAAI 2026 AutoBool: Reinforcement-Learned LLM for Effective Automatic Systematic Reviews Boolean Query Generation EACL 2026 AutoGraph-R1: End-to-End Reinforcement Learning for Knowledge Graph Construction ACL 2026 AVATAR: Reinforcement Learning to See, Hear, and Reason Over Video CVPR 2026 AV-Reasoner: Improving and Benchmarking Clue-Grounded Audio-Visual Counting for MLLMs CVPR 2026 BAMAS: Structuring Budget-Aware Multi-Agent Systems AAAI 2026 Bayesian Symbolic Regression with Entropic Reinforcement Learning UAI 2026 BeautyGRPO: Aesthetic Alignment for Face Retouching via Dynamic Path Guidance and Fine-Grained Preference Modeling CVPR 2026 Behavior Knowledge Merge in Reinforced Agentic Models ACL 2026 Benchmarking and Learning Real-World Customer Service Dialogue ACL 2026 Better Literary Translation: A Multi-Aspect Data Generation and LLM Training Approach ACL 2026 Beyond Experience Retrieval: Learning to Generate Utility-Optimized Structured Experience for Frozen LLMs ACL 2026 Beyond Fixed Tasks: Unsupervised Environment Design for Task-Level Pairs AAAI 2026 Beyond Fully Random Masking: Attention-Guided Denoising and Optimization for Diffusion Language Models ACL 2026 Beyond "I Don’t Know": Evaluating LLM Self-Awareness in Discriminating Data and Model Uncertainty ACL 2026 Beyond Passive Critical Thinking: Fostering Proactive Questioning to Enhance Human-AI Collaboration AAAI 2026 Beyond Perceptual Shortcuts: Causal-Inspired Debiasing Optimization for Generalizable Video Reasoning in Lightweight MLLMs CVPR 2026 Beyond Surface-Level Detection: Towards Cognitive-Driven Defense Against Jailbreak Attacks via Meta-Operations Reasoning ACL 2026 Beyond the Context Window: Scaling Agentic RL via End-to-end Optimized Context Compression ACL 2026 Boosting ASR Robustness via Test-Time Reinforcement Learning with Audio-Text Semantic Rewards AAAI 2026 Boundary-Guided Policy Optimization for Memory-efficient RL of Diffusion Large Language Models ACL 2026 Breaking the Impasse: Dual-Scale Evolutionary Policy Training for Social Language Agents ACL 2026 BRIC: Bridging Kinematic Plans and Physical Control at Test Time AAAI 2026 Bridging Human Evaluation to Infrared and Visible Image Fusion CVPR 2026